import os
import cv2
from zipfile import ZipFile
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from PIL import Image
from sklearn.preprocessing import LabelEncoder, StandardScaler
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.metrics import classification_report
from sklearn.decomposition import PCA
from sklearn.svm import SVC
import tensorflow as tf
from keras import backend
from keras.applications import MobileNet
from keras.applications.mobilenet import preprocess_input
from keras.models import Sequential, Model
from keras.layers import Conv2D, MaxPooling2D, Flatten, Dropout, Concatenate, UpSampling2D, Reshape, Activation, ZeroPadding2D, Convolution2D
from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping
from keras.optimizers import Adam
from keras.backend import log, epsilon
from keras.losses import binary_crossentropy
import warnings
warnings.filterwarnings("ignore")
le = LabelEncoder()
scaler = StandardScaler()
plt.grid(None)
random_state=42
%matplotlib inline
# from google.colab import drive
# drive.mount('/content/drive')
2023-03-17 07:32:08.217678: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
# np_arr=np.load("/content/drive/My Drive/GL/CV-2 Dataset/images (3).npy",allow_pickle=True)
np_arr=np.load("images.npy",allow_pickle=True)
images_df=pd.DataFrame(np_arr)
images_df
| 0 | 1 | |
|---|---|---|
| 0 | [[[42, 37, 34], [56, 51, 48], [71, 66, 63], [7... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 1 | [[[207, 216, 227, 255], [206, 216, 227, 255], ... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 2 | [[[91, 61, 33], [95, 65, 37], [94, 64, 38], [9... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 3 | [[[0, 0, 0, 255], [0, 0, 0, 255], [0, 0, 0, 25... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 4 | [[[250, 250, 250], [250, 250, 250], [250, 250,... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| ... | ... | ... |
| 404 | [[[0, 0, 0], [0, 0, 0], [0, 0, 0], [0, 0, 0], ... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 405 | [[[21, 36, 17], [21, 36, 17], [21, 36, 17], [2... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 406 | [[[2, 2, 4], [1, 2, 4], [1, 2, 4], [2, 3, 5], ... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 407 | [[[20, 4, 4], [20, 4, 4], [20, 4, 4], [20, 4, ... | [{'label': ['Face'], 'notes': '', 'points': [{... |
| 408 | [[[106, 128, 149], [113, 135, 156], [112, 134,... | [{'label': ['Face'], 'notes': '', 'points': [{... |
409 rows × 2 columns
Total of 409 data is present.
images_df.loc[1][1]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.7053087757313109, 'y': 0.23260437375745527},
{'x': 0.7692307692307693, 'y': 0.36182902584493043}],
'imageWidth': 1280,
'imageHeight': 697}]
Dataset contains images array in column 0 and in column 1 contains different details like, label, notes, points, width and height.
# Checking is label same for all datas
l=[]
for i in images_df.loc[:][1]:
for k in i:
if k['label'] not in l:
l.append(k['label'])
l
[['Face']]
As label is same in whole dataset, so there is no use of key "label", mainly our dataset will be using points and image size for its checks. As MobileNet architecture will be used, so input image size will be 224*224.
# Unify shape of all the images
IMAGE_HEIGHT_MOBILE_NET=224
IMAGE_WIDTH_MOBILE_NET=224
features=np.zeros((int(images_df.shape[0]),IMAGE_HEIGHT_MOBILE_NET,IMAGE_WIDTH_MOBILE_NET,3), dtype=np.float32)
labels=np.zeros((int(images_df.shape[0]),IMAGE_HEIGHT_MOBILE_NET,IMAGE_WIDTH_MOBILE_NET,3), dtype=np.float32)
for index,row in images_df.iterrows():
img = row[0]
img = cv2.resize(img, dsize=(IMAGE_HEIGHT_MOBILE_NET, IMAGE_WIDTH_MOBILE_NET), interpolation=cv2.INTER_CUBIC)
try:
img = img[:, :, :3]
except:
continue
features[index] = preprocess_input(np.array(img, dtype=np.float32))
for i in row[1]:
x1 = int(i["points"][0]['x'] * IMAGE_WIDTH_MOBILE_NET)
x2 = int(i["points"][1]['x'] * IMAGE_WIDTH_MOBILE_NET)
y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT_MOBILE_NET)
y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT_MOBILE_NET)
labels[index][y1:y2, x1:x2] = 1
features.shape,labels.shape
((409, 224, 224, 3), (409, 224, 224, 3))
Data is split into features and labels.
X_image_train,X_image_test,y_image_train,y_image_test = train_test_split(features,labels,test_size=9,random_state=random_state)
print('X_train dataset: ',X_image_train.shape)
print('X_test dataset: ',X_image_test.shape)
print('y_train dataset: ',y_image_train.shape)
print('y_test dataset: ',y_image_test.shape)
X_train dataset: (400, 224, 224, 3) X_test dataset: (9, 224, 224, 3) y_train dataset: (400, 224, 224, 3) y_test dataset: (9, 224, 224, 3)
np.random.seed(random_state)
rand_idx = np.random.randint(low=0,high=X_image_train.shape[0],size=5)
for i,j in enumerate(rand_idx):
plt.figure(figsize=(15,7))
plt.subplot(1,2,1),plt.imshow(X_image_train[i]),plt.axis('off'),plt.title('Original Image: {}'.format(i))
plt.subplot(1,2,2),plt.imshow(y_image_train[i]),plt.axis('off'),plt.title('Mask Image: {}'.format(i))
plt.show()
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
backend.clear_session()
tf.random.set_seed(random_state)
# Checking summary to build up-sampling using existing architecture
model = MobileNet(input_shape=(IMAGE_HEIGHT_MOBILE_NET, IMAGE_WIDTH_MOBILE_NET, 3), include_top=False, weights="imagenet")
model.summary()
2023-03-17 07:32:53.428265: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
Model: "mobilenet_1.00_224"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) [(None, 224, 224, 3)] 0
conv1 (Conv2D) (None, 112, 112, 32) 864
conv1_bn (BatchNormalizatio (None, 112, 112, 32) 128
n)
conv1_relu (ReLU) (None, 112, 112, 32) 0
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32) 288
conv_dw_1_bn (BatchNormaliz (None, 112, 112, 32) 128
ation)
conv_dw_1_relu (ReLU) (None, 112, 112, 32) 0
conv_pw_1 (Conv2D) (None, 112, 112, 64) 2048
conv_pw_1_bn (BatchNormaliz (None, 112, 112, 64) 256
ation)
conv_pw_1_relu (ReLU) (None, 112, 112, 64) 0
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64) 0
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576
conv_dw_2_bn (BatchNormaliz (None, 56, 56, 64) 256
ation)
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192
conv_pw_2_bn (BatchNormaliz (None, 56, 56, 128) 512
ation)
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152
conv_dw_3_bn (BatchNormaliz (None, 56, 56, 128) 512
ation)
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384
conv_pw_3_bn (BatchNormaliz (None, 56, 56, 128) 512
ation)
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152
conv_dw_4_bn (BatchNormaliz (None, 28, 28, 128) 512
ation)
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768
conv_pw_4_bn (BatchNormaliz (None, 28, 28, 256) 1024
ation)
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304
conv_dw_5_bn (BatchNormaliz (None, 28, 28, 256) 1024
ation)
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536
conv_pw_5_bn (BatchNormaliz (None, 28, 28, 256) 1024
ation)
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304
conv_dw_6_bn (BatchNormaliz (None, 14, 14, 256) 1024
ation)
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072
conv_pw_6_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608
conv_dw_7_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144
conv_pw_7_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608
conv_dw_8_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144
conv_pw_8_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608
conv_dw_9_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144
conv_pw_9_bn (BatchNormaliz (None, 14, 14, 512) 2048
ation)
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0
conv_dw_10 (DepthwiseConv2D (None, 14, 14, 512) 4608
)
conv_dw_10_bn (BatchNormali (None, 14, 14, 512) 2048
zation)
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144
conv_pw_10_bn (BatchNormali (None, 14, 14, 512) 2048
zation)
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0
conv_dw_11 (DepthwiseConv2D (None, 14, 14, 512) 4608
)
conv_dw_11_bn (BatchNormali (None, 14, 14, 512) 2048
zation)
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144
conv_pw_11_bn (BatchNormali (None, 14, 14, 512) 2048
zation)
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0
conv_dw_12 (DepthwiseConv2D (None, 7, 7, 512) 4608
)
conv_dw_12_bn (BatchNormali (None, 7, 7, 512) 2048
zation)
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288
conv_pw_12_bn (BatchNormali (None, 7, 7, 1024) 4096
zation)
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0
conv_dw_13 (DepthwiseConv2D (None, 7, 7, 1024) 9216
)
conv_dw_13_bn (BatchNormali (None, 7, 7, 1024) 4096
zation)
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576
conv_pw_13_bn (BatchNormali (None, 7, 7, 1024) 4096
zation)
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0
=================================================================
Total params: 3,228,864
Trainable params: 3,206,976
Non-trainable params: 21,888
_________________________________________________________________
From summary will be extracting those CONV2D which will be used for up-sampling:
# Create model
def model_creation(trainable):
for layer in model.layers:
layer.trainable = trainable
x0=model.layers[0].input
x1=model.get_layer("conv_pw_1_relu").output
x2=model.get_layer("conv_pw_2_relu").output
x3=model.get_layer("conv_pw_5_relu").output
x4=model.get_layer("conv_pw_11_relu").output
x5=model.get_layer("conv_pw_13_relu").output
# Expanding Path
x6=Concatenate()([UpSampling2D()(x5),x4])
# x6=Conv2D(1024, (3, 3), padding="same")(x6)
# x6=BatchNormalization()(x6)
# x6=Activation("relu")(x6)
# x6=Conv2D(1024, (5, 5), padding="same")(x6)
# x6=BatchNormalization()(x6)
# x6=Activation("relu")(x6)
# x6=Dropout(0.2)(x6)
x7=Concatenate()([UpSampling2D()(x6),x3])
# x7=Conv2D(512, (3, 3), padding="same")(x7)
# x7=BatchNormalization()(x7)
# x7=Activation("relu")(x7)
# x7=Conv2D(512, (5, 5), padding="same")(x7)
# x7=BatchNormalization()(x7)
# x7=Activation("relu")(x7)
# x7=Dropout(0.2)(x7)
x8=Concatenate()([UpSampling2D()(x7),x2])
# x8=Conv2D(256, (3, 3), padding="same")(x8)
# x8=BatchNormalization()(x8)
# x8=Activation("relu")(x8)
# x8=Conv2D(256, (5, 5), padding="same")(x8)
# x8=BatchNormalization()(x8)
# x8=Activation("relu")(x8)
# x8=Dropout(0.2)(x8)
x9=Concatenate()([UpSampling2D()(x8),x1])
# x9=Conv2D(128, (3, 3), padding="same")(x9)
# x9=BatchNormalization()(x9)
# x9=Activation("relu")(x9)
# x9=Conv2D(128, (5, 5), padding="same")(x9)
# x9=BatchNormalization()(x9)
# x9=Activation("relu")(x9)
# x9=Dropout(0.2)(x9)
x10=Concatenate()([UpSampling2D()(x9),x0])
# x10=Conv2D(64, (3, 3), padding="same")(x10)
# x10=BatchNormalization()(x10)
# x10=Activation("relu")(x10)
# x10=Conv2D(64, (5, 5), padding="same")(x10)
# x10=BatchNormalization()(x10)
# x10=Activation("relu")(x10)
# x10=Dropout(0.2)(x10)
x = Conv2D(3, kernel_size=1, activation="sigmoid")(x10)
#Output layer
x_out = Reshape((IMAGE_HEIGHT_MOBILE_NET, IMAGE_WIDTH_MOBILE_NET, 3))(x)
return Model(inputs=model.input, outputs=x_out, name=model.name)
image_model=model_creation(False)
# Summary
image_model.summary()
Model: "mobilenet_1.00_224"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 224, 224, 3 0 []
)]
conv1 (Conv2D) (None, 112, 112, 32 864 ['input_1[0][0]']
)
conv1_bn (BatchNormalization) (None, 112, 112, 32 128 ['conv1[0][0]']
)
conv1_relu (ReLU) (None, 112, 112, 32 0 ['conv1_bn[0][0]']
)
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32 288 ['conv1_relu[0][0]']
)
conv_dw_1_bn (BatchNormalizati (None, 112, 112, 32 128 ['conv_dw_1[0][0]']
on) )
conv_dw_1_relu (ReLU) (None, 112, 112, 32 0 ['conv_dw_1_bn[0][0]']
)
conv_pw_1 (Conv2D) (None, 112, 112, 64 2048 ['conv_dw_1_relu[0][0]']
)
conv_pw_1_bn (BatchNormalizati (None, 112, 112, 64 256 ['conv_pw_1[0][0]']
on) )
conv_pw_1_relu (ReLU) (None, 112, 112, 64 0 ['conv_pw_1_bn[0][0]']
)
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64 0 ['conv_pw_1_relu[0][0]']
)
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576 ['conv_pad_2[0][0]']
conv_dw_2_bn (BatchNormalizati (None, 56, 56, 64) 256 ['conv_dw_2[0][0]']
on)
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 ['conv_dw_2_bn[0][0]']
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 ['conv_dw_2_relu[0][0]']
conv_pw_2_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_2[0][0]']
on)
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_2_bn[0][0]']
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152 ['conv_pw_2_relu[0][0]']
conv_dw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_dw_3[0][0]']
on)
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_dw_3_bn[0][0]']
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 ['conv_dw_3_relu[0][0]']
conv_pw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_3[0][0]']
on)
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_3_bn[0][0]']
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 ['conv_pw_3_relu[0][0]']
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152 ['conv_pad_4[0][0]']
conv_dw_4_bn (BatchNormalizati (None, 28, 28, 128) 512 ['conv_dw_4[0][0]']
on)
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 ['conv_dw_4_bn[0][0]']
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 ['conv_dw_4_relu[0][0]']
conv_pw_4_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_4[0][0]']
on)
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_4_bn[0][0]']
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304 ['conv_pw_4_relu[0][0]']
conv_dw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_dw_5[0][0]']
on)
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_dw_5_bn[0][0]']
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 ['conv_dw_5_relu[0][0]']
conv_pw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_5[0][0]']
on)
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_5_bn[0][0]']
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 ['conv_pw_5_relu[0][0]']
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304 ['conv_pad_6[0][0]']
conv_dw_6_bn (BatchNormalizati (None, 14, 14, 256) 1024 ['conv_dw_6[0][0]']
on)
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 ['conv_dw_6_bn[0][0]']
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 ['conv_dw_6_relu[0][0]']
conv_pw_6_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_6[0][0]']
on)
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_6_bn[0][0]']
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_6_relu[0][0]']
conv_dw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_7[0][0]']
on)
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_7_bn[0][0]']
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_7_relu[0][0]']
conv_pw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_7[0][0]']
on)
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_7_bn[0][0]']
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_7_relu[0][0]']
conv_dw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_8[0][0]']
on)
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_8_bn[0][0]']
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_8_relu[0][0]']
conv_pw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_8[0][0]']
on)
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_8_bn[0][0]']
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_8_relu[0][0]']
conv_dw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_9[0][0]']
on)
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_9_bn[0][0]']
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_9_relu[0][0]']
conv_pw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_9[0][0]']
on)
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_9_bn[0][0]']
conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_9_relu[0][0]']
conv_dw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_10[0][0]']
ion)
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_10_bn[0][0]']
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_10_relu[0][0]']
conv_pw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_10[0][0]']
ion)
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_10_bn[0][0]']
conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_10_relu[0][0]']
conv_dw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_11[0][0]']
ion)
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_11_bn[0][0]']
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_11_relu[0][0]']
conv_pw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_11[0][0]']
ion)
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_11_bn[0][0]']
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0 ['conv_pw_11_relu[0][0]']
conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 512) 4608 ['conv_pad_12[0][0]']
conv_dw_12_bn (BatchNormalizat (None, 7, 7, 512) 2048 ['conv_dw_12[0][0]']
ion)
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 ['conv_dw_12_bn[0][0]']
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 ['conv_dw_12_relu[0][0]']
conv_pw_12_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_12[0][0]']
ion)
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_12_bn[0][0]']
conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 1024) 9216 ['conv_pw_12_relu[0][0]']
conv_dw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_dw_13[0][0]']
ion)
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_dw_13_bn[0][0]']
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 ['conv_dw_13_relu[0][0]']
conv_pw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_13[0][0]']
ion)
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_13_bn[0][0]']
up_sampling2d (UpSampling2D) (None, 14, 14, 1024 0 ['conv_pw_13_relu[0][0]']
)
concatenate (Concatenate) (None, 14, 14, 1536 0 ['up_sampling2d[0][0]',
) 'conv_pw_11_relu[0][0]']
up_sampling2d_1 (UpSampling2D) (None, 28, 28, 1536 0 ['concatenate[0][0]']
)
concatenate_1 (Concatenate) (None, 28, 28, 1792 0 ['up_sampling2d_1[0][0]',
) 'conv_pw_5_relu[0][0]']
up_sampling2d_2 (UpSampling2D) (None, 56, 56, 1792 0 ['concatenate_1[0][0]']
)
concatenate_2 (Concatenate) (None, 56, 56, 1920 0 ['up_sampling2d_2[0][0]',
) 'conv_pw_2_relu[0][0]']
up_sampling2d_3 (UpSampling2D) (None, 112, 112, 19 0 ['concatenate_2[0][0]']
20)
concatenate_3 (Concatenate) (None, 112, 112, 19 0 ['up_sampling2d_3[0][0]',
84) 'conv_pw_1_relu[0][0]']
up_sampling2d_4 (UpSampling2D) (None, 224, 224, 19 0 ['concatenate_3[0][0]']
84)
concatenate_4 (Concatenate) (None, 224, 224, 19 0 ['up_sampling2d_4[0][0]',
87) 'input_1[0][0]']
conv2d (Conv2D) (None, 224, 224, 3) 5964 ['concatenate_4[0][0]']
reshape (Reshape) (None, 224, 224, 3) 0 ['conv2d[0][0]']
==================================================================================================
Total params: 3,234,828
Trainable params: 5,964
Non-trainable params: 3,228,864
__________________________________________________________________________________________________
def dice_coefficient(y_true, y_pred):
numerator = 2 * tf.reduce_sum(y_true * y_pred)
denominator = tf.reduce_sum(y_true + y_pred)
return numerator / (denominator + tf.keras.backend.epsilon())
def loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())
adam = Adam(learning_rate=0.0001, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.001, amsgrad=False)
image_model.compile(loss=loss, optimizer=adam, metrics=[dice_coefficient])
# Define callbacks
checkpoint = ModelCheckpoint("image_model-{loss:.2f}.h5", monitor="loss", verbose=1, save_best_only=True,
save_weights_only=True, mode="min")
stop = EarlyStopping(monitor="loss", patience=6, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="loss", factor=0.3, patience=6, min_lr=1e-6, verbose=1, mode="min")
# Model fitting
image_history=image_model.fit(X_image_train, y_image_train, validation_split=0.2, epochs=20, batch_size=5, callbacks=[checkpoint, reduce_lr, stop])
Epoch 1/20 64/64 [==============================] - ETA: 0s - loss: 2.0201 - dice_coefficient: 0.2391 Epoch 1: loss improved from inf to 2.02007, saving model to image_model-2.02.h5 64/64 [==============================] - 209s 3s/step - loss: 2.0201 - dice_coefficient: 0.2391 - val_loss: 1.7279 - val_dice_coefficient: 0.2821 - lr: 1.0000e-04 Epoch 2/20 64/64 [==============================] - ETA: 0s - loss: 1.5454 - dice_coefficient: 0.3204 Epoch 2: loss improved from 2.02007 to 1.54537, saving model to image_model-1.55.h5 64/64 [==============================] - 210s 3s/step - loss: 1.5454 - dice_coefficient: 0.3204 - val_loss: 1.4100 - val_dice_coefficient: 0.3552 - lr: 1.0000e-04 Epoch 3/20 64/64 [==============================] - ETA: 0s - loss: 1.3031 - dice_coefficient: 0.3828 Epoch 3: loss improved from 1.54537 to 1.30306, saving model to image_model-1.30.h5 64/64 [==============================] - 159s 2s/step - loss: 1.3031 - dice_coefficient: 0.3828 - val_loss: 1.2383 - val_dice_coefficient: 0.4003 - lr: 1.0000e-04 Epoch 4/20 64/64 [==============================] - ETA: 0s - loss: 1.1717 - dice_coefficient: 0.4228 Epoch 4: loss improved from 1.30306 to 1.17173, saving model to image_model-1.17.h5 64/64 [==============================] - 150s 2s/step - loss: 1.1717 - dice_coefficient: 0.4228 - val_loss: 1.1269 - val_dice_coefficient: 0.4407 - lr: 1.0000e-04 Epoch 5/20 64/64 [==============================] - ETA: 0s - loss: 1.0901 - dice_coefficient: 0.4521 Epoch 5: loss improved from 1.17173 to 1.09007, saving model to image_model-1.09.h5 64/64 [==============================] - 149s 2s/step - loss: 1.0901 - dice_coefficient: 0.4521 - val_loss: 1.0586 - val_dice_coefficient: 0.4641 - lr: 1.0000e-04 Epoch 6/20 64/64 [==============================] - ETA: 0s - loss: 1.0144 - dice_coefficient: 0.4801 Epoch 6: loss improved from 1.09007 to 1.01440, saving model to image_model-1.01.h5 64/64 [==============================] - 168s 3s/step - loss: 1.0144 - dice_coefficient: 0.4801 - val_loss: 1.0107 - val_dice_coefficient: 0.4827 - lr: 1.0000e-04 Epoch 7/20 64/64 [==============================] - ETA: 0s - loss: 0.9739 - dice_coefficient: 0.4976 Epoch 7: loss improved from 1.01440 to 0.97389, saving model to image_model-0.97.h5 64/64 [==============================] - 167s 3s/step - loss: 0.9739 - dice_coefficient: 0.4976 - val_loss: 0.9797 - val_dice_coefficient: 0.4937 - lr: 1.0000e-04 Epoch 8/20 64/64 [==============================] - ETA: 0s - loss: 0.9481 - dice_coefficient: 0.5078 Epoch 8: loss improved from 0.97389 to 0.94806, saving model to image_model-0.95.h5 64/64 [==============================] - 169s 3s/step - loss: 0.9481 - dice_coefficient: 0.5078 - val_loss: 0.9465 - val_dice_coefficient: 0.5110 - lr: 1.0000e-04 Epoch 9/20 64/64 [==============================] - ETA: 0s - loss: 0.9060 - dice_coefficient: 0.5236 Epoch 9: loss improved from 0.94806 to 0.90604, saving model to image_model-0.91.h5 64/64 [==============================] - 141s 2s/step - loss: 0.9060 - dice_coefficient: 0.5236 - val_loss: 0.9242 - val_dice_coefficient: 0.5194 - lr: 1.0000e-04 Epoch 10/20 64/64 [==============================] - ETA: 0s - loss: 0.9028 - dice_coefficient: 0.5275 Epoch 10: loss improved from 0.90604 to 0.90276, saving model to image_model-0.90.h5 64/64 [==============================] - 153s 2s/step - loss: 0.9028 - dice_coefficient: 0.5275 - val_loss: 0.9071 - val_dice_coefficient: 0.5267 - lr: 1.0000e-04 Epoch 11/20 64/64 [==============================] - ETA: 0s - loss: 0.8718 - dice_coefficient: 0.5401 Epoch 11: loss improved from 0.90276 to 0.87178, saving model to image_model-0.87.h5 64/64 [==============================] - 144s 2s/step - loss: 0.8718 - dice_coefficient: 0.5401 - val_loss: 0.8913 - val_dice_coefficient: 0.5350 - lr: 1.0000e-04 Epoch 12/20 64/64 [==============================] - ETA: 0s - loss: 0.8639 - dice_coefficient: 0.5437 Epoch 12: loss improved from 0.87178 to 0.86394, saving model to image_model-0.86.h5 64/64 [==============================] - 185s 3s/step - loss: 0.8639 - dice_coefficient: 0.5437 - val_loss: 0.8792 - val_dice_coefficient: 0.5409 - lr: 1.0000e-04 Epoch 13/20 64/64 [==============================] - ETA: 0s - loss: 0.8487 - dice_coefficient: 0.5517 Epoch 13: loss improved from 0.86394 to 0.84873, saving model to image_model-0.85.h5 64/64 [==============================] - 169s 3s/step - loss: 0.8487 - dice_coefficient: 0.5517 - val_loss: 0.8689 - val_dice_coefficient: 0.5444 - lr: 1.0000e-04 Epoch 14/20 64/64 [==============================] - ETA: 0s - loss: 0.8329 - dice_coefficient: 0.5566 Epoch 14: loss improved from 0.84873 to 0.83288, saving model to image_model-0.83.h5 64/64 [==============================] - 160s 2s/step - loss: 0.8329 - dice_coefficient: 0.5566 - val_loss: 0.8594 - val_dice_coefficient: 0.5495 - lr: 1.0000e-04 Epoch 15/20 64/64 [==============================] - ETA: 0s - loss: 0.8213 - dice_coefficient: 0.5630 Epoch 15: loss improved from 0.83288 to 0.82130, saving model to image_model-0.82.h5 64/64 [==============================] - 159s 2s/step - loss: 0.8213 - dice_coefficient: 0.5630 - val_loss: 0.8512 - val_dice_coefficient: 0.5537 - lr: 1.0000e-04 Epoch 16/20 64/64 [==============================] - ETA: 0s - loss: 0.8134 - dice_coefficient: 0.5668 Epoch 16: loss improved from 0.82130 to 0.81338, saving model to image_model-0.81.h5 64/64 [==============================] - 159s 2s/step - loss: 0.8134 - dice_coefficient: 0.5668 - val_loss: 0.8451 - val_dice_coefficient: 0.5553 - lr: 1.0000e-04 Epoch 17/20 64/64 [==============================] - ETA: 0s - loss: 0.7972 - dice_coefficient: 0.5744 Epoch 17: loss improved from 0.81338 to 0.79722, saving model to image_model-0.80.h5 64/64 [==============================] - 163s 3s/step - loss: 0.7972 - dice_coefficient: 0.5744 - val_loss: 0.8378 - val_dice_coefficient: 0.5607 - lr: 1.0000e-04 Epoch 18/20 64/64 [==============================] - ETA: 0s - loss: 0.8020 - dice_coefficient: 0.5717 Epoch 18: loss did not improve from 0.79722 64/64 [==============================] - 169s 3s/step - loss: 0.8020 - dice_coefficient: 0.5717 - val_loss: 0.8321 - val_dice_coefficient: 0.5626 - lr: 1.0000e-04 Epoch 19/20 64/64 [==============================] - ETA: 0s - loss: 0.7771 - dice_coefficient: 0.5841 Epoch 19: loss improved from 0.79722 to 0.77707, saving model to image_model-0.78.h5 64/64 [==============================] - 160s 3s/step - loss: 0.7771 - dice_coefficient: 0.5841 - val_loss: 0.8271 - val_dice_coefficient: 0.5650 - lr: 1.0000e-04 Epoch 20/20 64/64 [==============================] - ETA: 0s - loss: 0.7775 - dice_coefficient: 0.5833 Epoch 20: loss did not improve from 0.77707 64/64 [==============================] - 164s 3s/step - loss: 0.7775 - dice_coefficient: 0.5833 - val_loss: 0.8228 - val_dice_coefficient: 0.5683 - lr: 1.0000e-04
# Capturing learning history per epoch
image_hist = pd.DataFrame(image_history.history)
image_hist['epoch'] = image_history.epoch
# Plotting Loss at different epochs
plt.title('Training Loss vs Validation Loss',fontsize=15,color="green")
plt.plot(image_hist['loss'])
plt.plot(image_hist['val_loss'])
plt.ylabel('Loss')
plt.xlabel('Epoch')
plt.legend(("training" , "validation") , loc ='best')
plt.show()
# Plotting Accuracy at different epochs
plt.title('Training Dice Coefficient vs Validation Dice Coefficient',fontsize=15,color="green")
plt.plot(image_hist['dice_coefficient'])
plt.plot(image_hist['val_dice_coefficient'])
plt.ylabel('dice_coefficient')
plt.xlabel('Epoch')
plt.legend(("training" , "dice_coefficient") , loc ='best')
plt.show()
# calculate score of training data
image_model.evaluate(X_image_train, y_image_train, batch_size=5, verbose=1)
80/80 [==============================] - 117s 1s/step - loss: 0.7811 - dice_coefficient: 0.5834
[0.7811383008956909, 0.5833777189254761]
# calculate score of training data
image_model.evaluate(X_image_test, y_image_test, batch_size=5, verbose=1)
2/2 [==============================] - 5s 1s/step - loss: 0.7139 - dice_coefficient: 0.6041
[0.7138651609420776, 0.6040586829185486]
Performance seems to be same for less data.
test_image=X_image_test[3]
test_mask_image=y_image_test[3]
plt.figure(figsize=(10,7))
plt.subplot(1,2,1),plt.imshow(test_image),plt.axis('off'),plt.title('Original Image')
plt.subplot(1,2,2),plt.imshow(test_mask_image),plt.axis('off'),plt.title('Mask Image')
plt.show()
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
test_pred_image=image_model.predict(x=np.array([test_image]))[0]
test_pred_image
1/1 [==============================] - 1s 722ms/step
array([[[1.79198600e-04, 1.86963764e-04, 1.60396553e-03],
[1.78231203e-04, 1.86342833e-04, 1.59752613e-03],
[1.51960427e-04, 1.15855139e-04, 1.39357068e-03],
...,
[4.38768657e-05, 1.87923346e-04, 1.22155485e-04],
[7.03347760e-05, 1.41578916e-04, 1.15352137e-04],
[7.03347760e-05, 1.41578916e-04, 1.15352137e-04]],
[[1.79448383e-04, 1.87448750e-04, 1.60669920e-03],
[1.78211136e-04, 1.86284917e-04, 1.59726676e-03],
[1.51930130e-04, 1.15474300e-04, 1.39155763e-03],
...,
[4.38803800e-05, 1.87993239e-04, 1.22178317e-04],
[7.03347760e-05, 1.41578916e-04, 1.15352137e-04],
[7.03347760e-05, 1.41578916e-04, 1.15352137e-04]],
[[1.60454161e-04, 1.50734617e-04, 1.42820424e-03],
[1.59874442e-04, 1.50351072e-04, 1.42415357e-03],
[2.41434362e-04, 1.78508912e-04, 1.66682666e-03],
...,
[5.80409396e-05, 2.31180224e-04, 1.30332730e-04],
[4.53006942e-05, 1.26076018e-04, 9.72957932e-05],
[4.53006942e-05, 1.26076018e-04, 9.72957932e-05]],
...,
[[6.91337700e-05, 1.58751162e-03, 8.13741819e-04],
[6.91670066e-05, 1.59105402e-03, 8.14658182e-04],
[7.39544921e-05, 2.18969700e-03, 9.45469539e-04],
...,
[1.92488915e-05, 7.92519946e-04, 1.64619531e-04],
[1.41323844e-05, 4.40274162e-04, 1.25539911e-04],
[1.41335167e-05, 4.40438103e-04, 1.25563500e-04]],
[[1.00748104e-04, 2.22654059e-03, 1.38809625e-03],
[1.00665893e-04, 2.22533103e-03, 1.38718961e-03],
[7.66980011e-05, 1.38217187e-03, 9.48417117e-04],
...,
[1.34934071e-05, 6.51591050e-04, 2.54612853e-04],
[2.25311524e-05, 6.15351368e-04, 2.74321763e-04],
[2.25311524e-05, 6.15351368e-04, 2.74321763e-04]],
[[1.00691628e-04, 2.22076173e-03, 1.38627714e-03],
[1.00747340e-04, 2.22308352e-03, 1.38726772e-03],
[7.65973455e-05, 1.37911236e-03, 9.46979679e-04],
...,
[1.34934071e-05, 6.51591050e-04, 2.54612853e-04],
[2.25311524e-05, 6.15351368e-04, 2.74321763e-04],
[2.25293479e-05, 6.15122670e-04, 2.74270278e-04]]], dtype=float32)
# plotting original predicted image
plt.imshow(test_pred_image, alpha=1)
plt.axis('off')
plt.grid(None)
# custom plotting original predicted image
plt.imshow(1.0*(test_pred_image>0.7), alpha=1)
plt.axis('off')
plt.grid(None)
plt.figure(figsize=(10,7))
plt.subplot(1,4,1),plt.imshow(test_image),plt.axis('off'),plt.title('Original Image')
plt.subplot(1,4,2),plt.imshow(test_mask_image),plt.axis('off'),plt.title('Mask Image')
plt.subplot(1,4,3),plt.imshow(test_pred_image),plt.axis('off'),plt.title('Predicted Image')
plt.subplot(1,4,4),plt.imshow(1.0*(test_pred_image>0.7),alpha=1),plt.axis('off'),plt.title('Custom Predicted Image')
plt.show()
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
# Extracting all the folders of the zip
# ZipFile('/content/drive/My Drive/GL/CV-2 Dataset/training_images-20211126T092819Z-001 (1).zip').extractall()
ZipFile('training_images-20211126T092819Z-001 (1).zip').extractall()
# Train folder
train_dir='training_images'
training_images_list=[]
for img_file in os.listdir(train_dir):
img_path=os.path.join(train_dir,img_file)
training_images_list.append([img_file, img_path])
# Creating dataframe
training_images_df=pd.DataFrame(training_images_list,columns=['Image_Name','image'])
training_images_df.head()
| Image_Name | image | |
|---|---|---|
| 0 | real_00251.jpg | training_images/real_00251.jpg |
| 1 | real_00537.jpg | training_images/real_00537.jpg |
| 2 | real_00523.jpg | training_images/real_00523.jpg |
| 3 | real_00245.jpg | training_images/real_00245.jpg |
| 4 | real_00279.jpg | training_images/real_00279.jpg |
training_images_df.shape
(1091, 2)
training_images folder contains 1091 images.
# face_classifier = cv2.CascadeClassifier('/content/drive/My Drive/GL/haarcascade_frontalface_default.xml')
face_classifier = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
training_images_final_df=pd.DataFrame(columns=['x','y','w','h','Total_Faces','Image_Name'])
for index, row in training_images_df.iterrows():
img = plt.imread(row.__getitem__('image'))
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_classifier.detectMultiScale(gray, 1.0485258, 6)
list_x, list_y, list_w, list_h=[],[],[],[]
for (x,y,w,h) in faces:
list_x+=[str(x)]
list_y+=[str(y)]
list_w+=[str(w)]
list_h+=[str(h)]
training_images_final_df.loc[index]=[';'.join(list_x),';'.join(list_y),';'.join(list_w),';'.join(list_h),len(faces),row.get('Image_Name')]
training_images_final_df.head()
| x | y | w | h | Total_Faces | Image_Name | |
|---|---|---|---|---|---|---|
| 0 | 93 | 142 | 392 | 392 | 1 | real_00251.jpg |
| 1 | 66 | 85 | 460 | 460 | 1 | real_00537.jpg |
| 2 | 115 | 150 | 385 | 385 | 1 | real_00523.jpg |
| 3 | 84 | 135 | 392 | 392 | 1 | real_00245.jpg |
| 4 | 140 | 202 | 381 | 381 | 1 | real_00279.jpg |
training_images_final_df.shape
(1091, 6)
training_images_final_df.to_csv("training_images_final_df.csv", index=False)
# Extracting all the folders of the zip
# ZipFile('/content/drive/My Drive/GL/CV-2 Dataset/PINS.zip').extractall()
ZipFile('PINS.zip').extractall()
def image_dim(path):
with Image.open(path) as open_image:
return open_image.size
class IdentityMetadata:
def __init__(self, base, name, file):
# dataset base directory
self.base = base
# identity name
self.name = name
# image file name
self.file = file
self.original_name = name[5:]
self.width, self.height = image_dim(self.image_path())
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def load_metadata(path):
metadata = []
for dirt in os.listdir(path):
if dirt == '.DS_Store':
continue
for file in os.listdir(os.path.join(path, dirt)):
# Check file extension. Allow only jpg/jpeg' files.
ext = os.path.splitext(file)[1]
if ext == '.jpg' or ext == '.jpeg':
metadata.append(IdentityMetadata(path, dirt, file))
return np.array(metadata)
def load_image(path):
path_arr=plt.imread(path)
# Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0,1]
path_arr=(path_arr/255.).astype(np.float32)
return cv2.resize(path_arr, dsize=(224, 224), interpolation=cv2.INTER_CUBIC)
metadat_path_list=load_metadata('PINS')
metadat_list=[]
for meta_path in metadat_path_list:
metadat_list.append(load_image(meta_path.image_path()))
metadata_arr_list=np.array(metadat_list)
metadata_arr_list.shape
(10770, 224, 224, 3)
def vgg_face():
model = Sequential()
model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(Convolution2D(4096, (7, 7), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
return model
backend.clear_session()
tf.random.set_seed(random_state)
vgg_model=vgg_face()
# vgg_model.load_weights('/content/drive/My Drive/GL/CV-2 Dataset/vgg_face_weights.h5')
vgg_model.load_weights('vgg_face_weights.h5')
vgg_face_descriptor = Model(inputs=vgg_model.layers[0].input, outputs=vgg_model.layers[-2].output)
# Get embedding vector for first image in the metadata using the pre-trained model
img=metadata_arr_list[0]
print(img.shape)
# Obtain embedding vector for an image
# Get the embedding vector for the above image using vgg_face_descriptor model and print the shape
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
print(embedding_vector.shape)
(224, 224, 3) 1/1 [==============================] - 1s 1s/step (2622,)
embeddings = np.zeros((metadata_arr_list.shape[0], 2622))
for i, m in enumerate(metadata_arr_list):
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(m, axis=0),use_multiprocessing=True)[0]
embeddings[i]=embedding_vector
embeddings.shape
1/1 [==============================] - 1s 521ms/step 1/1 [==============================] - 1s 523ms/step 1/1 [==============================] - 0s 304ms/step 1/1 [==============================] - 0s 285ms/step 1/1 [==============================] - 0s 294ms/step 1/1 [==============================] - 0s 262ms/step 1/1 [==============================] - 0s 294ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 285ms/step 1/1 [==============================] - 0s 274ms/step 1/1 [==============================] - 0s 278ms/step 1/1 [==============================] - 0s 296ms/step 1/1 [==============================] - 0s 255ms/step 1/1 [==============================] - 0s 303ms/step 1/1 [==============================] - 0s 224ms/step 1/1 [==============================] - 0s 220ms/step 1/1 [==============================] - 0s 194ms/step 1/1 [==============================] - 0s 180ms/step 1/1 [==============================] - 0s 247ms/step 1/1 [==============================] - 0s 249ms/step 1/1 [==============================] - 0s 278ms/step 1/1 [==============================] - 0s 213ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 172ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 178ms/step 1/1 [==============================] - 0s 177ms/step 1/1 [==============================] - 0s 211ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 222ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 285ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 183ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 298ms/step 1/1 [==============================] - 0s 187ms/step 1/1 [==============================] - 0s 260ms/step 1/1 [==============================] - 0s 187ms/step 1/1 [==============================] - 0s 224ms/step 1/1 [==============================] - 0s 195ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 200ms/step 1/1 [==============================] - 0s 217ms/step 1/1 [==============================] - 0s 219ms/step 1/1 [==============================] - 0s 192ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 193ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 196ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 194ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 245ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 190ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 194ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 189ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 200ms/step 1/1 [==============================] - 0s 164ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 178ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 210ms/step 1/1 [==============================] - 0s 224ms/step 1/1 [==============================] - 0s 252ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 157ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 164ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 244ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 200ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 189ms/step 1/1 [==============================] - 0s 185ms/step 1/1 [==============================] - 0s 165ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 184ms/step 1/1 [==============================] - 0s 224ms/step 1/1 [==============================] - 0s 259ms/step 1/1 [==============================] - 0s 210ms/step 1/1 [==============================] - 0s 264ms/step 1/1 [==============================] - 0s 258ms/step 1/1 [==============================] - 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0s 158ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 172ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 165ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 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0s 147ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 188ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 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0s 168ms/step 1/1 [==============================] - 0s 197ms/step 1/1 [==============================] - 0s 180ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 199ms/step 1/1 [==============================] - 0s 190ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 200ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 177ms/step 1/1 [==============================] - 0s 178ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 183ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 192ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 188ms/step 1/1 [==============================] - 0s 188ms/step 1/1 [==============================] - 0s 186ms/step 1/1 [==============================] - 0s 172ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 209ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 164ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 172ms/step 1/1 [==============================] - 0s 179ms/step
(10770, 2622)
def distance(emb1, emb2):
return np.sum(np.square(emb1 - emb2))
def show_pair(idx1, idx2):
plt.figure(figsize=(8,3))
plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
plt.subplot(121)
plt.imshow(metadata_arr_list[idx1]),plt.grid(None),plt.axis('off')
plt.subplot(122)
plt.imshow(metadata_arr_list[idx2]),plt.grid(None),plt.axis('off')
show_pair(2, 3)
show_pair(2, 180)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
show_pair(30, 31)
show_pair(30, 100)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
show_pair(70, 72)
show_pair(70, 115)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
train_idx = np.arange(metadata_arr_list.shape[0]) % 9 != 0
test_idx = np.arange(metadata_arr_list.shape[0]) % 9 == 0
# one half as train examples of 10 identities
X_pins_train = embeddings[train_idx]
# another half as test examples of 10 identities
X_pins_test = embeddings[test_idx]
targets = np.array([m.name for m in metadat_path_list])
y_pins_train = targets[train_idx]
y_pins_test = targets[test_idx]
print('X_train dataset: ',X_pins_train.shape)
print('X_test dataset: ',X_pins_test.shape)
print('y_train dataset: ',y_pins_train.shape)
print('y_test dataset: ',y_pins_test.shape)
X_train dataset: (9573, 2622) X_test dataset: (1197, 2622) y_train dataset: (9573,) y_test dataset: (1197,)
# Using labelEncoder encoding targets
y_pins_train_encoded = le.fit_transform(y_pins_train)
y_pins_test_encoded = le.transform(y_pins_test)
y_pins_train_encoded.shape,y_pins_test_encoded.shape
((9573,), (1197,))
# Using standardScaler standardizing features
X_pins_train_std = scaler.fit_transform(X_pins_train)
X_pins_test_std = scaler.transform(X_pins_test)
X_pins_train_std.shape,X_pins_test_std.shape
((9573, 2622), (1197, 2622))
# Reduce feature dimensions using Principal Component Analysis
pca_pins_test = PCA()
pca_pins_test.fit_transform(X_pins_train_std)
array([[-1.57957811e+01, 4.68846344e+00, 1.64629516e+01, ...,
-3.78887722e-03, 2.40825720e-03, 5.64052140e-04],
[-5.65872652e+00, -2.14819335e+00, 2.74791579e+01, ...,
1.42811219e-03, 2.05149669e-03, 4.39222974e-04],
[-7.01777010e+00, 1.32009142e+00, 2.30901312e+01, ...,
-3.04379489e-03, 2.43548083e-03, 2.52795289e-04],
...,
[ 5.18987074e+00, -2.90326874e+01, -5.38214033e+00, ...,
3.42532224e-04, 2.20419745e-03, -7.35897756e-04],
[-1.87912046e+00, -2.88070608e+01, -1.11739671e+01, ...,
-2.27147461e-03, 4.53801387e-03, 3.00904483e-04],
[ 3.21933361e+00, -2.86680022e+01, -4.42296038e+00, ...,
3.09817549e-04, -8.39364713e-04, -1.00605080e-04]])
plt.figure(figsize=(25 , 7))
plt.bar(list(range(1,X_pins_train_std.shape[1]+1)),pca_pins_test.explained_variance_ratio_,alpha=0.5, align='center', label='Variation explained')
plt.step(list(range(1,X_pins_train_std.shape[1]+1)),np.cumsum(pca_pins_test.explained_variance_ratio_), where='mid', label='Cumulative of variation explained')
plt.axhline(0.9, c='r', linestyle = 'dashed', label = "Threshold")
plt.ylabel('Explained Variance Ratio')
plt.xlabel('Principal Components')
plt.legend(bbox_to_anchor = (1.0, 1))
plt.tight_layout()
plt.show()
After visualizing above plot, threshold breakpoint at 90% of variance gives n_components as 128
pca_pins = PCA(n_components=128)
X_pins_train_pca = pca_pins.fit_transform(X_pins_train_std)
X_pins_test_pca = pca_pins.transform(X_pins_test_std)
X_pins_train_pca.shape, X_pins_test_pca.shape
((9573, 128), (1197, 128))
Above PCA derived features will be used as i/ps for SVM training.
# defining parameter range
svm_param = {
"C": [0.1, 1, 5, 10, 100],
"gamma": [1, 0.1, 0.01, 0.001, 0.0001]
}
grid_svc = GridSearchCV(estimator=SVC(random_state=random_state), param_grid=svm_param, n_jobs=-1, cv=5, refit=True, verbose=1)
# fitting the model for grid search
grid_svc.fit(X_pins_train_pca, y_pins_train_encoded)
# print best parameter after tuning
print(grid_svc.best_params_)
# print how our model looks after hyper-parameter tuning
print(grid_svc.best_estimator_)
Fitting 5 folds for each of 25 candidates, totalling 125 fits
{'C': 10, 'gamma': 0.0001}
SVC(C=10, gamma=0.0001, random_state=42)
grid_svc.best_estimator_.fit(X_pins_train_pca, y_pins_train_encoded)
SVC(C=10, gamma=0.0001, random_state=42)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC(C=10, gamma=0.0001, random_state=42)
y_pins_predict_svc = grid_svc.best_estimator_.predict(X_pins_test_pca)
y_pins_predict_svc.shape
(1197,)
print("Accuracy score Training dataset:{:.4f}".format(grid_svc.best_estimator_.score(X_pins_train_pca, y_pins_train_encoded)))
print("Accuracy score Testing dataset:{:.4f}".format(grid_svc.best_estimator_.score(X_pins_test_pca, y_pins_test_encoded)))
print(classification_report(y_pins_test_encoded,y_pins_predict_svc))
Accuracy score Training dataset:0.9987
Accuracy score Testing dataset:0.9674
precision recall f1-score support
0 1.00 1.00 1.00 10
1 1.00 1.00 1.00 10
2 1.00 0.93 0.96 14
3 1.00 1.00 1.00 12
4 1.00 1.00 1.00 8
5 1.00 0.89 0.94 9
6 1.00 1.00 1.00 7
7 0.93 1.00 0.97 14
8 1.00 0.92 0.96 13
9 1.00 1.00 1.00 9
10 0.87 1.00 0.93 13
11 0.92 1.00 0.96 12
12 1.00 1.00 1.00 10
13 0.91 1.00 0.95 10
14 1.00 0.94 0.97 16
15 1.00 0.93 0.97 15
16 0.92 0.92 0.92 13
17 1.00 0.93 0.96 14
18 1.00 1.00 1.00 12
19 1.00 0.92 0.96 13
20 0.89 1.00 0.94 17
21 0.90 1.00 0.95 9
22 1.00 0.93 0.96 14
23 1.00 1.00 1.00 13
24 1.00 1.00 1.00 15
25 1.00 1.00 1.00 15
26 0.92 0.85 0.88 13
27 1.00 1.00 1.00 11
28 1.00 1.00 1.00 12
29 1.00 1.00 1.00 6
30 1.00 1.00 1.00 11
31 0.92 1.00 0.96 12
32 1.00 0.92 0.96 13
33 1.00 1.00 1.00 10
34 1.00 1.00 1.00 17
35 0.87 1.00 0.93 13
36 1.00 1.00 1.00 5
37 1.00 1.00 1.00 14
38 1.00 1.00 1.00 8
39 1.00 1.00 1.00 14
40 0.92 1.00 0.96 11
41 1.00 1.00 1.00 13
42 1.00 1.00 1.00 9
43 1.00 1.00 1.00 14
44 0.82 1.00 0.90 9
45 1.00 1.00 1.00 11
46 1.00 1.00 1.00 7
47 1.00 0.88 0.93 8
48 0.91 1.00 0.95 10
49 1.00 1.00 1.00 11
50 1.00 1.00 1.00 11
51 1.00 1.00 1.00 13
52 1.00 0.94 0.97 16
53 1.00 1.00 1.00 11
54 0.93 0.93 0.93 14
55 1.00 1.00 1.00 11
56 1.00 1.00 1.00 10
57 1.00 1.00 1.00 9
58 1.00 0.82 0.90 11
59 1.00 1.00 1.00 9
60 1.00 1.00 1.00 13
61 0.94 0.88 0.91 17
62 1.00 1.00 1.00 15
63 1.00 0.94 0.97 18
64 1.00 0.88 0.93 16
65 1.00 1.00 1.00 17
66 0.94 1.00 0.97 17
67 0.94 0.94 0.94 16
68 0.91 1.00 0.95 10
69 1.00 1.00 1.00 10
70 1.00 0.93 0.97 15
71 1.00 1.00 1.00 14
72 1.00 1.00 1.00 12
73 0.80 1.00 0.89 4
74 1.00 1.00 1.00 15
75 0.73 0.92 0.81 12
76 1.00 1.00 1.00 20
77 1.00 1.00 1.00 9
78 1.00 0.83 0.91 18
79 0.86 1.00 0.92 18
80 1.00 0.92 0.96 13
81 0.93 1.00 0.96 13
82 1.00 1.00 1.00 10
83 0.95 0.95 0.95 19
84 0.92 0.85 0.88 13
85 1.00 0.88 0.93 8
86 0.94 1.00 0.97 15
87 0.75 0.86 0.80 7
88 1.00 1.00 1.00 7
89 0.90 1.00 0.95 9
90 1.00 1.00 1.00 9
91 1.00 1.00 1.00 13
92 0.92 0.92 0.92 12
93 1.00 0.80 0.89 10
94 0.91 1.00 0.95 10
95 1.00 1.00 1.00 5
96 1.00 0.86 0.92 7
97 1.00 1.00 1.00 11
98 1.00 0.92 0.96 13
99 1.00 1.00 1.00 13
accuracy 0.97 1197
macro avg 0.97 0.97 0.97 1197
weighted avg 0.97 0.97 0.97 1197
# plt.subplot(121),plt.imshow(load_image('/content/drive/My Drive/GL/CV-2 Dataset/Benedict Cumberbatch9.jpg')),plt.grid(None),plt.axis('off')
# plt.subplot(122),plt.imshow(load_image('/content/drive/My Drive/GL/CV-2 Dataset/Dwayne Johnson4.jpg')),plt.grid(None),plt.axis('off')
plt.subplot(121),plt.imshow(load_image('Benedict Cumberbatch9.jpg')),plt.grid(None),plt.axis('off')
plt.subplot(122),plt.imshow(load_image('Dwayne Johnson4.jpg')),plt.grid(None),plt.axis('off')
plt.show()
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
def predict_test(test_img_path):
# Converting image to normalized array
test_img=load_image(test_img_path)
# Generate embedding vector of desired image
test_embedding_vector=vgg_face_descriptor.predict(np.expand_dims(test_img, axis=0))
# Transforming desired image so that PCA can train
test_embedding_vector_scaled=scaler.transform(test_embedding_vector)
# Dimension reduction using PCA
test_img_pca=pca_pins.transform(test_embedding_vector_scaled)
# Classifying image label using SVC
test_img_svc=grid_svc.best_estimator_.predict(test_img_pca)[0]
plt.imshow(test_img)
plt.title("Identified as "+le.classes_[test_img_svc])
plt.grid(None)
plt.axis('off')
plt.show()
# predict_test('/content/drive/My Drive/GL/CV-2 Dataset/Dwayne Johnson4.jpg')
predict_test('Dwayne Johnson4.jpg')
1/1 [==============================] - 1s 771ms/step
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
# predict_test('/content/drive/My Drive/GL/CV-2 Dataset/Benedict Cumberbatch9.jpg')
predict_test('Benedict Cumberbatch9.jpg')
1/1 [==============================] - 0s 244ms/step
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).